Datasets:
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README.md
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[π Read the paper (CVPR 2024)](https://openaccess.thecvf.com/content/CVPR2024/html/Baek_Unexplored_Faces_of_Robustness_and_Out-of-Distribution_Covariate_Shifts_in_Environment_CVPR_2024_paper.html)
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<img align="center" src="https://raw.githubusercontent.com/Edw2n/ImageNet-ES/main/supples/ImageNet-ES.jpg" width="800">
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### ποΈ ImageNet-ES Strucuture
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ImageNet-ES
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```
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The main paper and the appendix detail the dataset specifications and present analyses on covariate shifts, robustness evaluations, and qualitative insights.
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### ποΈ ES-Studio
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To compensate the missing perturbations in current robustness benchmarks, we construct a new testbed, **ES-Studio** (**E**nvironment and camera **S**ensor perturbation **Studio**). It can control physical light and camera sensor parameters during data collection.
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<img align="center" src="https://raw.githubusercontent.com/Edw2n/ImageNet-ES/main/supples/Testbed.png" width="800">
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<img align="center" src="https://raw.githubusercontent.com/Edw2n/ImageNet-ES/main/supples/Testbed_actual.jpg" width="800">
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### π More Exploration
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Visit our paper repository: [π ImageNet-ES GitHub Repository](https://github.com/Edw2n/ImageNet-ES)
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### π Citation
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```bibtex
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@InProceedings{Baek_2024_CVPR,
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author = {Baek, Eunsu and Park, Keondo and Kim, Jiyoon and Kim, Hyung-Sin},
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[π Read the paper (CVPR 2024)](https://openaccess.thecvf.com/content/CVPR2024/html/Baek_Unexplored_Faces_of_Robustness_and_Out-of-Distribution_Covariate_Shifts_in_Environment_CVPR_2024_paper.html)
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<img align="center" src="https://raw.githubusercontent.com/Edw2n/ImageNet-ES/main/supples/ImageNet-ES.jpg" width="800">
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---
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### ποΈ ImageNet-ES Strucuture
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```
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ImageNet-ES
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```
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The main paper and the appendix detail the dataset specifications and present analyses on covariate shifts, robustness evaluations, and qualitative insights.
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---
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### ποΈ ES-Studio
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To compensate the missing perturbations in current robustness benchmarks, we construct a new testbed, **ES-Studio** (**E**nvironment and camera **S**ensor perturbation **Studio**). It can control physical light and camera sensor parameters during data collection.
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<img align="center" src="https://raw.githubusercontent.com/Edw2n/ImageNet-ES/main/supples/Testbed.png" width="800">
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<img align="center" src="https://raw.githubusercontent.com/Edw2n/ImageNet-ES/main/supples/Testbed_actual.jpg" width="800">
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### π₯οΈ Download from terminal
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To download the dataset directly from your terminal using **`wget`:**
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```bash
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wget https://huggingface.co/datasets/Edw2n/ImageNet-ES/resolve/main/ImageNet-ES.zip
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```
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---
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### π More Exploration
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Visit our paper repository: [π ImageNet-ES GitHub Repository](https://github.com/Edw2n/ImageNet-ES)
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---
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### π Citation
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```bibtex
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@InProceedings{Baek_2024_CVPR,
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author = {Baek, Eunsu and Park, Keondo and Kim, Jiyoon and Kim, Hyung-Sin},
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